spambase

Dataset statistics

Number of variables	20
Number of observations	4601
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1369
Duplicate rows (%)	29.8%
Total size in memory	719.0 KiB
Average record size in memory	160.0 B

Variable types

NUM	19
BOOL	1

Reproduction

Analysis started	2020-08-25 01:54:16.910714
Analysis finished	2020-08-25 01:55:09.280859
Duration	52.37 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 1369 (29.8%) duplicate rows	Duplicates
`55` is highly skewed (γ1 = 30.76499258)	Skewed
`3` is highly skewed (γ1 = 26.22774447)	Skewed
`0` has 3548 (77.1%) zeros	Zeros
`5` has 3602 (78.3%) zeros	Zeros
`30` has 4308 (93.6%) zeros	Zeros
`13` has 4244 (92.2%) zeros	Zeros
`34` has 4116 (89.5%) zeros	Zeros
`27` has 4138 (89.9%) zeros	Zeros
`31` has 4396 (95.5%) zeros	Zeros
`45` has 4084 (88.8%) zeros	Zeros
`12` has 3749 (81.5%) zeros	Zeros
`47` has 4398 (95.6%) zeros	Zeros
`3` has 4554 (99.0%) zeros	Zeros
`43` has 4274 (92.9%) zeros	Zeros
`26` has 3821 (83.0%) zeros	Zeros
`8` has 3828 (83.2%) zeros	Zeros
`17` has 3563 (77.4%) zeros	Zeros
`6` has 3794 (82.5%) zeros	Zeros
`4` has 2853 (62.0%) zeros	Zeros
`40` has 4453 (96.8%) zeros	Zeros

0
Real number (ℝ_≥0)

ZEROS

Distinct count	142
Unique (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.10455335796565964
Minimum	0.0
Maximum	4.54
Zeros	3548
Zeros (%)	77.1%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.65
Maximum	4.54
Range	4.54
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.305357562
Coefficient of variation (CV)	2.920590672
Kurtosis	49.30506416
Mean	0.104553358
Median Absolute Deviation (MAD)	0
Skewness	5.675639164
Sum	481.05
Variance	0.09324324068

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3548	77.1%
0.1	51	1.1%
0.09	41	0.9%
0.17	38	0.8%
0.08	34	0.7%
0.05	27	0.6%
0.07	22	0.5%
0.06	20	0.4%
0.34	20	0.4%
0.33	19	0.4%
0.43	17	0.4%
0.14	17	0.4%
0.12	16	0.3%
0.26	16	0.3%
0.16	16	0.3%
0.23	16	0.3%
0.19	16	0.3%
0.27	15	0.3%
0.11	14	0.3%
0.13	14	0.3%
0.18	14	0.3%
0.32	14	0.3%
0.15	13	0.3%
0.47	13	0.3%
0.46	13	0.3%
Other values (117)	557	12.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3548	77.1%
0.01	4	0.1%
0.02	4	0.1%
0.03	4	0.1%
0.04	7	0.2%
0.05	27	0.6%
0.06	20	0.4%
0.07	22	0.5%
0.08	34	0.7%
0.09	41	0.9%

Value	Count	Frequency (%)
4.54	1	< 0.1%
4.34	1	< 0.1%
4	1	< 0.1%
3.94	1	< 0.1%
3.84	1	< 0.1%
3.03	1	< 0.1%
2.85	1	< 0.1%
2.77	2	< 0.1%
2.43	1	< 0.1%
2.35	1	< 0.1%

5
Real number (ℝ_≥0)

ZEROS

Distinct count	141
Unique (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.09590089111062812
Minimum	0.0
Maximum	5.88
Zeros	3602
Zeros (%)	78.3%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.63
Maximum	5.88
Range	5.88
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.273824083
Coefficient of variation (CV)	2.855281946
Kurtosis	68.445258
Mean	0.09590089111
Median Absolute Deviation (MAD)	0
Skewness	5.956952736
Sum	441.24
Variance	0.07497962844

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3602	78.3%
0.09	33	0.7%
0.1	32	0.7%
0.19	25	0.5%
0.03	25	0.5%
0.08	25	0.5%
0.16	24	0.5%
0.11	23	0.5%
0.32	21	0.5%
0.25	20	0.4%
0.13	20	0.4%
0.36	19	0.4%
0.05	19	0.4%
0.17	19	0.4%
0.2	18	0.4%
0.65	17	0.4%
0.23	17	0.4%
0.38	17	0.4%
0.22	17	0.4%
0.8	16	0.3%
0.26	16	0.3%
0.12	16	0.3%
0.64	15	0.3%
0.27	15	0.3%
0.34	14	0.3%
Other values (116)	516	11.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3602	78.3%
0.01	1	< 0.1%
0.02	4	0.1%
0.03	25	0.5%
0.04	6	0.1%
0.05	19	0.4%
0.06	6	0.1%
0.07	7	0.2%
0.08	25	0.5%
0.09	33	0.7%

Value	Count	Frequency (%)
5.88	1	< 0.1%
3.57	1	< 0.1%
3.44	1	< 0.1%
2.94	1	< 0.1%
2.63	1	< 0.1%
2.54	1	< 0.1%
2.43	1	< 0.1%
2.3	2	< 0.1%
2.1	2	< 0.1%
1.88	3	0.1%

30
Real number (ℝ_≥0)

ZEROS

Distinct count	128
Unique (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.06475331449684851
Minimum	0.0
Maximum	12.5
Zeros	4308
Zeros (%)	93.6%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.28
Maximum	12.5
Range	12.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4033925009
Coefficient of variation (CV)	6.229681122
Kurtosis	254.2325086
Mean	0.0647533145
Median Absolute Deviation (MAD)	0
Skewness	12.66908113
Sum	297.93
Variance	0.1627255098

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4308	93.6%
0.7	9	0.2%
0.58	8	0.2%
0.24	7	0.2%
4.76	6	0.1%
0.26	6	0.1%
0.27	6	0.1%
0.34	5	0.1%
0.15	5	0.1%
0.22	5	0.1%
0.18	5	0.1%
0.55	5	0.1%
0.23	5	0.1%
0.39	5	0.1%
0.59	4	0.1%
0.42	4	0.1%
0.16	4	0.1%
0.86	4	0.1%
0.33	4	0.1%
0.54	4	0.1%
0.68	4	0.1%
0.32	4	0.1%
0.5	4	0.1%
0.73	3	0.1%
3.57	3	0.1%
Other values (103)	174	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4308	93.6%
0.09	3	0.1%
0.1	1	< 0.1%
0.12	1	< 0.1%
0.13	2	< 0.1%
0.14	1	< 0.1%
0.15	5	0.1%
0.16	4	0.1%
0.17	3	0.1%
0.18	5	0.1%

Value	Count	Frequency (%)
12.5	1	< 0.1%
4.76	6	0.1%
4.54	2	< 0.1%
4.34	3	0.1%
4.16	3	0.1%
4	1	< 0.1%
3.84	1	< 0.1%
3.57	3	0.1%
3.26	1	< 0.1%
3.12	1	< 0.1%

13
Real number (ℝ_≥0)

ZEROS

Distinct count	133
Unique (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.05862638556835471
Minimum	0.0
Maximum	10.0
Zeros	4244
Zeros (%)	92.2%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.2
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3351838298
Coefficient of variation (CV)	5.717286278
Kurtosis	229.2012712
Mean	0.05862638557
Median Absolute Deviation (MAD)	0
Skewness	11.75464548
Sum	269.74
Variance	0.1123481997

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4244	92.2%
0.36	19	0.4%
0.05	16	0.3%
0.08	16	0.3%
0.17	13	0.3%
0.07	10	0.2%
1.19	9	0.2%
0.19	9	0.2%
0.06	9	0.2%
0.11	9	0.2%
0.1	7	0.2%
0.09	7	0.2%
0.16	7	0.2%
0.58	6	0.1%
0.6	6	0.1%
0.87	6	0.1%
1.69	5	0.1%
0.2	5	0.1%
0.23	5	0.1%
1.27	5	0.1%
1.23	5	0.1%
1.26	5	0.1%
0.37	4	0.1%
2.06	4	0.1%
0.38	4	0.1%
Other values (108)	166	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4244	92.2%
0.01	1	< 0.1%
0.02	2	< 0.1%
0.03	2	< 0.1%
0.04	2	< 0.1%
0.05	16	0.3%
0.06	9	0.2%
0.07	10	0.2%
0.08	16	0.3%
0.09	7	0.2%

Value	Count	Frequency (%)
10	1	< 0.1%
5.55	1	< 0.1%
5.12	1	< 0.1%
4.76	1	< 0.1%
4.34	1	< 0.1%
3.84	1	< 0.1%
3.44	1	< 0.1%
3.12	1	< 0.1%
2.94	3	0.1%
2.85	1	< 0.1%

34
Real number (ℝ_≥0)

ZEROS

Distinct count	177
Unique (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.10541186698543796
Minimum	0.0
Maximum	20.0
Zeros	4116
Zeros (%)	89.5%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.62
Maximum	20
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5322598753
Coefficient of variation (CV)	5.049335436
Kurtosis	449.3742708
Mean	0.105411867
Median Absolute Deviation (MAD)	0
Skewness	15.23081146
Sum	485
Variance	0.2833005749

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4116	89.5%
0.1	14	0.3%
0.33	11	0.2%
0.24	11	0.2%
0.58	9	0.2%
0.5	8	0.2%
0.19	7	0.2%
0.29	7	0.2%
0.34	7	0.2%
0.26	7	0.2%
0.22	7	0.2%
0.31	6	0.1%
0.23	6	0.1%
0.44	6	0.1%
4.76	6	0.1%
0.86	6	0.1%
0.08	6	0.1%
0.39	6	0.1%
0.67	5	0.1%
0.54	5	0.1%
0.43	5	0.1%
0.42	5	0.1%
0.28	5	0.1%
1.72	5	0.1%
0.15	5	0.1%
Other values (152)	320	7.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4116	89.5%
0.01	1	< 0.1%
0.03	2	< 0.1%
0.04	1	< 0.1%
0.06	3	0.1%
0.07	2	< 0.1%
0.08	6	0.1%
0.09	3	0.1%
0.1	14	0.3%
0.11	1	< 0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
5.88	1	< 0.1%
4.76	6	0.1%
4.65	1	< 0.1%
4.54	1	< 0.1%
4.44	1	< 0.1%
4.34	3	0.1%
4.16	3	0.1%
4.11	1	< 0.1%
4	1	< 0.1%

55
Real number (ℝ_≥0)

SKEWED

Distinct count	271
Unique (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	52.17278852423386
Minimum	1
Maximum	9989
Zeros	0
Zeros (%)	0.0%
Memory size	36.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	15
Q3	43
95-th percentile	181
Maximum	9989
Range	9988
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	194.8913095
Coefficient of variation (CV)	3.735497278
Kurtosis	1480.64205
Mean	52.17278852
Median Absolute Deviation (MAD)	11
Skewness	30.76499258
Sum	240047
Variance	37982.62253

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	349	7.6%
5	247	5.4%
11	228	5.0%
4	221	4.8%
12	219	4.8%
3	165	3.6%
7	134	2.9%
15	133	2.9%
13	132	2.9%
10	128	2.8%
6	122	2.7%
8	109	2.4%
2	97	2.1%
9	78	1.7%
17	75	1.6%
19	70	1.5%
22	66	1.4%
28	63	1.4%
16	61	1.3%
18	61	1.3%
14	60	1.3%
21	56	1.2%
47	53	1.2%
25	52	1.1%
20	44	1.0%
Other values (246)	1578	34.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	349	7.6%
2	97	2.1%
3	165	3.6%
4	221	4.8%
5	247	5.4%
6	122	2.7%
7	134	2.9%
8	109	2.4%
9	78	1.7%
10	128	2.8%

Value	Count	Frequency (%)
9989	1	< 0.1%
2204	1	< 0.1%
2042	1	< 0.1%
1505	1	< 0.1%
1488	1	< 0.1%
1333	1	< 0.1%
1327	1	< 0.1%
1325	2	< 0.1%
1177	3	0.1%
1171	2	< 0.1%

27
Real number (ℝ_≥0)

ZEROS

Distinct count	200
Unique (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.12484459900021737
Minimum	0.0
Maximum	9.09
Zeros	4138
Zeros (%)	89.9%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.8
Maximum	9.09
Range	9.09
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.538576044
Coefficient of variation (CV)	4.313971516
Kurtosis	58.37302181
Mean	0.124844599
Median Absolute Deviation (MAD)	0
Skewness	6.606533933
Sum	574.41
Variance	0.2900641552

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4138	89.9%
0.24	7	0.2%
0.68	7	0.2%
4.76	7	0.2%
2.04	7	0.2%
0.66	6	0.1%
0.63	6	0.1%
0.15	6	0.1%
0.54	6	0.1%
0.58	6	0.1%
0.39	5	0.1%
0.88	5	0.1%
0.1	5	0.1%
0.29	5	0.1%
4.34	5	0.1%
0.64	5	0.1%
0.5	5	0.1%
0.59	5	0.1%
2.32	4	0.1%
0.67	4	0.1%
0.49	4	0.1%
0.85	4	0.1%
0.55	4	0.1%
0.74	4	0.1%
0.17	4	0.1%
Other values (175)	337	7.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4138	89.9%
0.02	2	< 0.1%
0.03	1	< 0.1%
0.04	3	0.1%
0.05	3	0.1%
0.06	3	0.1%
0.08	3	0.1%
0.09	2	< 0.1%
0.1	5	0.1%
0.11	1	< 0.1%

Value	Count	Frequency (%)
9.09	1	< 0.1%
8.33	1	< 0.1%
5.88	1	< 0.1%
4.76	7	0.2%
4.65	1	< 0.1%
4.54	1	< 0.1%
4.44	1	< 0.1%
4.34	5	0.1%
4.25	1	< 0.1%
4.16	3	0.1%

31
Real number (ℝ_≥0)

ZEROS

Distinct count	106
Unique (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.047048467724407746
Minimum	0.0
Maximum	4.76
Zeros	4396
Zeros (%)	95.5%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4.76
Range	4.76
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3285588817
Coefficient of variation (CV)	6.983413012
Kurtosis	127.3765293
Mean	0.04704846772
Median Absolute Deviation (MAD)	0
Skewness	10.54918417
Sum	216.47
Variance	0.1079509387

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4396	95.5%
0.58	7	0.2%
4.76	6	0.1%
0.68	5	0.1%
0.39	5	0.1%
0.63	4	0.1%
0.24	4	0.1%
0.55	4	0.1%
0.35	4	0.1%
0.17	4	0.1%
0.15	4	0.1%
0.76	4	0.1%
1.01	3	0.1%
0.73	3	0.1%
0.64	3	0.1%
0.86	3	0.1%
0.28	3	0.1%
0.47	3	0.1%
0.33	3	0.1%
0.51	3	0.1%
4.16	3	0.1%
0.87	3	0.1%
4.34	3	0.1%
0.27	3	0.1%
0.66	3	0.1%
Other values (81)	115	2.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4396	95.5%
0.09	2	< 0.1%
0.1	1	< 0.1%
0.13	1	< 0.1%
0.15	4	0.1%
0.16	1	< 0.1%
0.17	4	0.1%
0.19	2	< 0.1%
0.2	2	< 0.1%
0.22	2	< 0.1%

Value	Count	Frequency (%)
4.76	6	0.1%
4.7	1	< 0.1%
4.54	1	< 0.1%
4.34	3	0.1%
4.16	3	0.1%
4	1	< 0.1%
3.84	1	< 0.1%
3.57	1	< 0.1%
3.17	1	< 0.1%
3.12	1	< 0.1%

45
Real number (ℝ_≥0)

ZEROS

Distinct count	227
Unique (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.17982395131493156
Minimum	0.0
Maximum	22.05
Zeros	4084
Zeros (%)	88.8%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1.02
Maximum	22.05
Range	22.05
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.9111190632
Coefficient of variation (CV)	5.066728078
Kurtosis	150.8998167
Mean	0.1798239513
Median Absolute Deviation (MAD)	0
Skewness	10.12266272
Sum	827.37
Variance	0.8301379473

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4084	88.8%
0.08	18	0.4%
0.1	13	0.3%
0.09	10	0.2%
0.27	10	0.2%
0.16	8	0.2%
0.34	8	0.2%
0.33	7	0.2%
0.28	6	0.1%
0.8	6	0.1%
5	5	0.1%
1.2	5	0.1%
0.37	5	0.1%
1.58	5	0.1%
0.51	5	0.1%
0.25	5	0.1%
2.32	5	0.1%
0.44	5	0.1%
1.85	4	0.1%
0.89	4	0.1%
0.61	4	0.1%
7.14	4	0.1%
0.29	4	0.1%
0.48	4	0.1%
0.46	4	0.1%
Other values (202)	363	7.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4084	88.8%
0.02	1	< 0.1%
0.03	1	< 0.1%
0.04	2	< 0.1%
0.06	3	0.1%
0.07	1	< 0.1%
0.08	18	0.4%
0.09	10	0.2%
0.1	13	0.3%
0.11	3	0.1%

Value	Count	Frequency (%)
22.05	1	< 0.1%
16.7	1	< 0.1%
15.35	1	< 0.1%
13.37	1	< 0.1%
10	2	< 0.1%
9.52	1	< 0.1%
9.09	3	0.1%
8.49	1	< 0.1%
7.88	1	< 0.1%
7.69	3	0.1%

12
Real number (ℝ_≥0)

ZEROS

Distinct count	158
Unique (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.09392958052597261
Minimum	0.0
Maximum	5.55
Zeros	3749
Zeros (%)	81.5%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.61
Maximum	5.55
Range	5.55
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3010358036
Coefficient of variation (CV)	3.204909485
Kurtosis	84.94182188
Mean	0.09392958053
Median Absolute Deviation (MAD)	0
Skewness	6.955548227
Sum	432.17
Variance	0.09062255504

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3749	81.5%
0.17	43	0.9%
0.19	30	0.7%
0.3	29	0.6%
0.32	26	0.6%
0.27	20	0.4%
0.12	18	0.4%
0.25	17	0.4%
0.29	16	0.3%
0.2	16	0.3%
0.65	15	0.3%
0.08	15	0.3%
0.38	15	0.3%
0.14	15	0.3%
0.31	14	0.3%
0.11	14	0.3%
0.16	13	0.3%
0.06	12	0.3%
0.09	12	0.3%
0.22	12	0.3%
0.28	12	0.3%
0.54	12	0.3%
0.37	12	0.3%
0.56	11	0.2%
0.15	11	0.2%
Other values (133)	442	9.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3749	81.5%
0.01	1	< 0.1%
0.02	3	0.1%
0.03	5	0.1%
0.04	4	0.1%
0.05	5	0.1%
0.06	12	0.3%
0.07	6	0.1%
0.08	15	0.3%
0.09	12	0.3%

Value	Count	Frequency (%)
5.55	3	0.1%
2.94	1	< 0.1%
2.71	1	< 0.1%
2.63	1	< 0.1%
2.58	1	< 0.1%
2.56	1	< 0.1%
2.5	1	< 0.1%
2.46	1	< 0.1%
2.38	1	< 0.1%
2.22	1	< 0.1%

47
Real number (ℝ_≥0)

ZEROS

Distinct count	106
Unique (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.03186915887850467
Minimum	0.0
Maximum	10.0
Zeros	4398
Zeros (%)	95.6%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2857346463
Coefficient of variation (CV)	8.965867201
Kurtosis	537.4930074
Mean	0.03186915888
Median Absolute Deviation (MAD)	0
Skewness	19.72044578
Sum	146.63
Variance	0.08164428809

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4398	95.6%
0.13	10	0.2%
0.24	7	0.2%
0.2	7	0.2%
0.15	6	0.1%
0.19	6	0.1%
0.1	6	0.1%
0.28	5	0.1%
0.14	5	0.1%
0.04	4	0.1%
0.08	4	0.1%
0.33	4	0.1%
0.11	4	0.1%
0.34	3	0.1%
0.44	3	0.1%
0.35	3	0.1%
0.09	3	0.1%
0.12	3	0.1%
0.05	3	0.1%
0.02	3	0.1%
0.41	3	0.1%
0.3	2	< 0.1%
0.54	2	< 0.1%
0.26	2	< 0.1%
0.53	2	< 0.1%
Other values (81)	103	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4398	95.6%
0.02	3	0.1%
0.03	1	< 0.1%
0.04	4	0.1%
0.05	3	0.1%
0.06	1	< 0.1%
0.07	2	< 0.1%
0.08	4	0.1%
0.09	3	0.1%
0.1	6	0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
8.33	1	< 0.1%
5	1	< 0.1%
4.76	1	< 0.1%
3.7	1	< 0.1%
3.33	2	< 0.1%
2.81	1	< 0.1%
2.56	2	< 0.1%
2.5	1	< 0.1%
2.45	1	< 0.1%

3
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	43
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.06542490762877635
Minimum	0.0
Maximum	42.81
Zeros	4554
Zeros (%)	99.0%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	42.81
Range	42.81
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.39515137
Coefficient of variation (CV)	21.32446833
Kurtosis	726.4515381
Mean	0.06542490763
Median Absolute Deviation (MAD)	0
Skewness	26.22774447
Sum	301.02
Variance	1.946447347

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4554	99.0%
35.46	2	< 0.1%
0.58	2	< 0.1%
0.21	2	< 0.1%
0.42	2	< 0.1%
0.17	2	< 0.1%
0.52	1	< 0.1%
0.11	1	< 0.1%
1.26	1	< 0.1%
0.04	1	< 0.1%
0.06	1	< 0.1%
19.73	1	< 0.1%
9.16	1	< 0.1%
0.15	1	< 0.1%
0.1	1	< 0.1%
0.49	1	< 0.1%
0.95	1	< 0.1%
0.19	1	< 0.1%
1.29	1	< 0.1%
0.44	1	< 0.1%
7.07	1	< 0.1%
7.18	1	< 0.1%
0.81	1	< 0.1%
1.35	1	< 0.1%
0.91	1	< 0.1%
Other values (18)	18	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4554	99.0%
0.04	1	< 0.1%
0.06	1	< 0.1%
0.1	1	< 0.1%
0.11	1	< 0.1%
0.13	1	< 0.1%
0.14	1	< 0.1%
0.15	1	< 0.1%
0.16	1	< 0.1%
0.17	2	< 0.1%

Value	Count	Frequency (%)
42.81	1	< 0.1%
42.73	1	< 0.1%
40.13	1	< 0.1%
35.46	2	< 0.1%
19.73	1	< 0.1%
19.16	1	< 0.1%
13.63	1	< 0.1%
9.16	1	< 0.1%
7.18	1	< 0.1%
7.07	1	< 0.1%

43
Real number (ℝ_≥0)

ZEROS

Distinct count	160
Unique (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0791958269941317
Minimum	0.0
Maximum	20.0
Zeros	4274
Zeros (%)	92.9%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.24
Maximum	20
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6219755735
Coefficient of variation (CV)	7.853640742
Kurtosis	479.8309068
Mean	0.07919582699
Median Absolute Deviation (MAD)	0
Skewness	18.7715155
Sum	364.38
Variance	0.386853614

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4274	92.9%
0.08	13	0.3%
0.06	12	0.3%
0.05	10	0.2%
0.28	10	0.2%
0.1	9	0.2%
0.33	8	0.2%
0.16	8	0.2%
0.02	7	0.2%
0.8	6	0.1%
0.26	6	0.1%
0.54	5	0.1%
0.58	4	0.1%
0.14	4	0.1%
0.09	4	0.1%
0.03	4	0.1%
0.29	3	0.1%
0.44	3	0.1%
4.54	3	0.1%
1.26	3	0.1%
0.22	3	0.1%
0.37	3	0.1%
0.23	3	0.1%
0.84	3	0.1%
0.64	3	0.1%
Other values (135)	190	4.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4274	92.9%
0.01	1	< 0.1%
0.02	7	0.2%
0.03	4	0.1%
0.04	2	< 0.1%
0.05	10	0.2%
0.06	12	0.3%
0.07	1	< 0.1%
0.08	13	0.3%
0.09	4	0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
16.66	2	< 0.1%
10	1	< 0.1%
8.1	1	< 0.1%
6.34	1	< 0.1%
6.25	1	< 0.1%
5	2	< 0.1%
4.76	1	< 0.1%
4.57	1	< 0.1%
4.54	3	0.1%

26
Real number (ℝ_≥0)

ZEROS

Distinct count	240
Unique (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.767304933710063
Minimum	0.0
Maximum	33.33
Zeros	3821
Zeros (%)	83.0%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2.73
Maximum	33.33
Range	33.33
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.367291802
Coefficient of variation (CV)	4.388466247
Kurtosis	34.20447596
Mean	0.7673049337
Median Absolute Deviation (MAD)	0
Skewness	5.744493294
Sum	3530.37
Variance	11.33865408

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3821	83.0%
20	80	1.7%
25	16	0.3%
0.05	15	0.3%
0.7	13	0.3%
0.08	10	0.2%
16.66	10	0.2%
2	9	0.2%
4.76	9	0.2%
0.68	7	0.2%
4.34	7	0.2%
1.17	7	0.2%
2.63	7	0.2%
3.03	7	0.2%
0.11	7	0.2%
4.16	7	0.2%
0.88	6	0.1%
1.4	6	0.1%
1.63	6	0.1%
1.36	6	0.1%
1.2	6	0.1%
14.28	6	0.1%
2.56	6	0.1%
1.16	6	0.1%
1.19	6	0.1%
Other values (215)	515	11.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3821	83.0%
0.01	3	0.1%
0.02	3	0.1%
0.03	3	0.1%
0.04	3	0.1%
0.05	15	0.3%
0.06	5	0.1%
0.07	5	0.1%
0.08	10	0.2%
0.09	4	0.1%

Value	Count	Frequency (%)
33.33	4	0.1%
25	16	0.3%
20	80	1.7%
16.66	10	0.2%
14.28	6	0.1%
13.33	1	< 0.1%
12.5	2	< 0.1%
11.11	4	0.1%
10	1	< 0.1%
9.09	4	0.1%

8
Real number (ℝ_≥0)

ZEROS

Distinct count	144
Unique (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.09006737665724841
Minimum	0.0
Maximum	5.26
Zeros	3828
Zeros (%)	83.2%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.65
Maximum	5.26
Range	5.26
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2786158642
Coefficient of variation (CV)	3.093416002
Kurtosis	46.94025552
Mean	0.09006737666
Median Absolute Deviation (MAD)	0
Skewness	5.226066951
Sum	414.4
Variance	0.07762679981

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3828	83.2%
0.09	26	0.6%
0.08	24	0.5%
0.8	18	0.4%
0.1	17	0.4%
0.23	16	0.3%
0.16	16	0.3%
0.24	15	0.3%
0.05	15	0.3%
0.2	14	0.3%
0.06	14	0.3%
0.44	13	0.3%
0.59	13	0.3%
0.4	13	0.3%
0.32	13	0.3%
0.54	13	0.3%
0.28	12	0.3%
0.58	12	0.3%
0.29	12	0.3%
0.27	12	0.3%
0.31	11	0.2%
0.66	11	0.2%
0.25	11	0.2%
0.13	10	0.2%
0.35	10	0.2%
Other values (119)	432	9.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3828	83.2%
0.01	1	< 0.1%
0.02	2	< 0.1%
0.03	4	0.1%
0.04	4	0.1%
0.05	15	0.3%
0.06	14	0.3%
0.07	7	0.2%
0.08	24	0.5%
0.09	26	0.6%

Value	Count	Frequency (%)
5.26	1	< 0.1%
3.33	1	< 0.1%
3.23	1	< 0.1%
2.59	1	< 0.1%
2.5	1	< 0.1%
2.48	1	< 0.1%
2.38	1	< 0.1%
2.35	1	< 0.1%
2.29	1	< 0.1%
2.12	1	< 0.1%

17
Real number (ℝ_≥0)

ZEROS

Distinct count	229
Unique (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.18474462073462292
Minimum	0.0
Maximum	9.09
Zeros	3563
Zeros (%)	77.4%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1.21
Maximum	9.09
Range	9.09
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.531122422
Coefficient of variation (CV)	2.874900605
Kurtosis	47.96167444
Mean	0.1847446207
Median Absolute Deviation (MAD)	0
Skewness	5.413753723
Sum	850.01
Variance	0.2820910272

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3563	77.4%
0.08	20	0.4%
0.05	20	0.4%
1.11	20	0.4%
0.32	18	0.4%
0.44	17	0.4%
0.06	17	0.4%
0.33	16	0.3%
0.12	15	0.3%
0.19	14	0.3%
0.38	13	0.3%
0.55	13	0.3%
0.03	13	0.3%
0.9	12	0.3%
0.36	12	0.3%
0.07	12	0.3%
0.29	12	0.3%
0.27	11	0.2%
0.46	11	0.2%
0.34	11	0.2%
0.39	11	0.2%
0.58	11	0.2%
0.4	11	0.2%
0.11	10	0.2%
0.37	10	0.2%
Other values (204)	708	15.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3563	77.4%
0.01	4	0.1%
0.02	7	0.2%
0.03	13	0.3%
0.04	4	0.1%
0.05	20	0.4%
0.06	17	0.4%
0.07	12	0.3%
0.08	20	0.4%
0.09	2	< 0.1%

Value	Count	Frequency (%)
9.09	1	< 0.1%
7.69	1	< 0.1%
6.66	1	< 0.1%
5.33	1	< 0.1%
5.26	1	< 0.1%
5.06	1	< 0.1%
4.87	1	< 0.1%
4.83	1	< 0.1%
4.51	1	< 0.1%
4.44	1	< 0.1%

6
Real number (ℝ_≥0)

ZEROS

Distinct count	173
Unique (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.11420778091719191
Minimum	0.0
Maximum	7.27
Zeros	3794
Zeros (%)	82.5%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.74
Maximum	7.27
Range	7.27
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3914413548
Coefficient of variation (CV)	3.42744909
Kurtosis	75.41343865
Mean	0.1142077809
Median Absolute Deviation (MAD)	0
Skewness	6.765580469
Sum	525.47
Variance	0.1532263342

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3794	82.5%
0.08	30	0.7%
0.05	21	0.5%
0.5	19	0.4%
0.32	19	0.4%
0.19	18	0.4%
0.25	16	0.3%
0.4	14	0.3%
0.16	14	0.3%
0.1	14	0.3%
0.2	13	0.3%
0.06	12	0.3%
0.33	12	0.3%
0.31	12	0.3%
0.17	12	0.3%
0.68	11	0.2%
0.03	11	0.2%
0.23	11	0.2%
0.38	11	0.2%
0.49	11	0.2%
0.14	11	0.2%
0.09	10	0.2%
0.15	10	0.2%
0.9	9	0.2%
0.64	9	0.2%
Other values (148)	477	10.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3794	82.5%
0.02	4	0.1%
0.03	11	0.2%
0.04	8	0.2%
0.05	21	0.5%
0.06	12	0.3%
0.07	7	0.2%
0.08	30	0.7%
0.09	10	0.2%
0.1	14	0.3%

Value	Count	Frequency (%)
7.27	2	< 0.1%
5.4	1	< 0.1%
4.54	1	< 0.1%
4.08	1	< 0.1%
4	1	< 0.1%
3.27	1	< 0.1%
3.12	2	< 0.1%
3.07	1	< 0.1%
2.98	1	< 0.1%
2.94	2	< 0.1%

4
Real number (ℝ_≥0)

ZEROS

Distinct count	255
Unique (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.312223429689198
Minimum	0.0
Maximum	10.0
Zeros	2853
Zeros (%)	62.0%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.38
95-th percentile	1.49
Maximum	10
Range	10
Interquartile range (IQR)	0.38

Descriptive statistics

Standard deviation	0.6725127693
Coefficient of variation (CV)	2.153947159
Kurtosis	37.94116889
Mean	0.3122234297
Median Absolute Deviation (MAD)	0
Skewness	4.747126114
Sum	1436.54
Variance	0.4522734249

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2853	62.0%
0.36	28	0.6%
0.32	26	0.6%
0.19	24	0.5%
0.8	24	0.5%
0.26	22	0.5%
0.29	22	0.5%
0.14	22	0.5%
0.23	21	0.5%
0.68	21	0.5%
0.53	21	0.5%
0.64	21	0.5%
0.45	21	0.5%
0.34	21	0.5%
0.4	20	0.4%
0.13	20	0.4%
0.65	20	0.4%
0.38	19	0.4%
0.33	19	0.4%
0.27	19	0.4%
0.09	19	0.4%
0.25	19	0.4%
0.43	19	0.4%
0.12	19	0.4%
0.28	18	0.4%
Other values (230)	1243	27.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2853	62.0%
0.02	5	0.1%
0.03	1	< 0.1%
0.04	12	0.3%
0.05	15	0.3%
0.06	2	< 0.1%
0.07	9	0.2%
0.08	15	0.3%
0.09	19	0.4%
0.1	17	0.4%

Value	Count	Frequency (%)
10	1	< 0.1%
9.09	1	< 0.1%
8.33	1	< 0.1%
7.69	1	< 0.1%
7.14	1	< 0.1%
6.25	4	0.1%
5.55	1	< 0.1%
5.26	1	< 0.1%
5	2	< 0.1%
4.76	3	0.1%

40
Real number (ℝ_≥0)

ZEROS

Distinct count	108
Unique (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.043666594218648117
Minimum	0.0
Maximum	7.14
Zeros	4453
Zeros (%)	96.8%
Memory size	36.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7.14
Range	7.14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3612047007
Coefficient of variation (CV)	8.271877098
Kurtosis	193.6192939
Mean	0.04366659422
Median Absolute Deviation (MAD)	0
Skewness	12.58790037
Sum	200.91
Variance	0.1304688358

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4453	96.8%
0.31	5	0.1%
7.14	4	0.1%
4.75	3	0.1%
0.1	3	0.1%
0.34	3	0.1%
1.44	3	0.1%
0.25	3	0.1%
0.68	2	< 0.1%
2.56	2	< 0.1%
1.92	2	< 0.1%
0.89	2	< 0.1%
0.46	2	< 0.1%
0.36	2	< 0.1%
1.16	2	< 0.1%
2	2	< 0.1%
0.08	2	< 0.1%
0.06	2	< 0.1%
0.28	2	< 0.1%
1.06	2	< 0.1%
0.65	2	< 0.1%
0.13	2	< 0.1%
0.51	2	< 0.1%
0.16	2	< 0.1%
0.86	2	< 0.1%
Other values (83)	90	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4453	96.8%
0.02	1	< 0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.06	2	< 0.1%
0.07	1	< 0.1%
0.08	2	< 0.1%
0.1	3	0.1%
0.13	2	< 0.1%
0.16	2	< 0.1%

Value	Count	Frequency (%)
7.14	4	0.1%
5.88	1	< 0.1%
5	1	< 0.1%
4.76	1	< 0.1%
4.75	3	0.1%
4.28	1	< 0.1%
3.26	1	< 0.1%
3.25	1	< 0.1%
3.22	1	< 0.1%
3.12	1	< 0.1%

target
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	36.1 KiB

0	2788
1	1813

Frequency Table

Value	Count	Frequency (%)
0	2788	60.6%
1	1813	39.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	0	5	13	55	45	12	43	8	17	6	4	target
0	0.00	0.00	0.00	61	0.00	0.00	0.00	0.00	1.29	0.00	0.32	1
1	0.21	0.28	0.21	101	0.00	0.65	0.00	0.00	0.28	0.21	0.14	1
2	0.06	0.19	0.00	485	0.06	0.12	0.00	0.64	1.03	0.19	1.23	1
3	0.00	0.00	0.00	40	0.00	0.31	0.00	0.31	0.00	0.31	0.63	1
4	0.00	0.00	0.00	40	0.00	0.31	0.00	0.31	0.00	0.31	0.63	1
5	0.00	0.00	0.00	15	0.00	0.00	0.00	0.00	0.00	0.00	1.85	1
6	0.00	0.00	0.00	4	0.00	0.00	0.00	0.00	0.32	0.00	1.92	1
7	0.00	0.00	0.00	11	0.00	0.00	0.00	0.00	0.00	0.00	1.88	1
8	0.15	0.00	0.00	445	0.00	0.00	0.00	0.92	0.15	0.30	0.61	1
9	0.06	0.32	0.00	43	0.00	0.25	0.06	0.06	0.12	0.38	0.19	1

Last rows

	0	5	55	45	12	43	17	4	40
4591	0.00	0.00	1	3.44	0.00	0.00	0.00	0.00	0.00
4592	0.00	0.00	4	0.62	0.62	1.25	0.00	2.50	0.62
4593	0.00	0.00	1	7.69	0.00	0.00	0.00	0.00	0.00
4594	0.00	0.00	5	1.61	0.00	0.00	0.00	0.00	0.00
4595	0.00	0.00	1	0.59	0.00	0.00	0.59	0.00	0.00
4596	0.31	0.31	3	0.31	0.00	0.31	0.00	0.00	0.00
4597	0.00	0.00	4	2.00	0.00	0.00	0.00	0.00	0.00
4598	0.30	0.00	6	1.20	0.30	0.00	0.90	0.00	0.00
4599	0.96	0.00	5	0.32	0.00	0.32	0.00	0.32	0.00
4600	0.00	0.00	5	0.65	0.65	0.00	0.00	0.00	0.00

Most frequent

	55	26	count
0	1	0.0	127
30	5	0.0	97
23	4	0.0	82
9	1	20.0	75
19	3	0.0	64
15	2	0.0	39
37	6	0.0	37
41	7	0.0	36
48	8	0.0	36
55	9	0.0	28

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent